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Methodologies for enhancement of intelligent transport systems through loosely-coupled cooperation of roadside and on-board units

Research Project

Project/Area Number 16KT0106
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeMulti-year Fund
Section特設分野
Research Field Intensification of Artifact Systems
Research InstitutionOsaka University

Principal Investigator

Yamaguchi Hirozumi  大阪大学, 情報科学研究科, 准教授 (80314409)

Project Period (FY) 2016-07-19 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥18,200,000 (Direct Cost: ¥14,000,000、Indirect Cost: ¥4,200,000)
Fiscal Year 2019: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2018: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
Fiscal Year 2017: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Keywords分散協調システム / 機械学習 / 高度交通システム / 分散処理 / 車載機 / 路側機
Outline of Final Research Achievements

This research supports the enhancement of the intelligent transport system through the loosely-coupled cooperation of roadside units and on-board units. For this purpose, a methodology of distributed deep-neural network-based learning for decision-making and status prediction of the transport system is developed. Specifically, a method that allows multiple devices to share the functions of a deep neural network and cooperate with each other, as well as a distributed event processing platform that has a mechanism to perform load balancing and cooperative processing in a loosely coupled manner, have been investigated. Besides, a vehicle mobility reproduction platform to evaluate these mechanisms are developed. Through proof-of-concept implementations and numerous simulation experiments, the feasibility of the proposed methodologies is shown.

Academic Significance and Societal Importance of the Research Achievements

分散協調学習技術はその独創性が注目され,国際WSで2件の基調講演および国内外で2件の招待講演を実施した.国内では情報処理学会の本分野の最大規模のシンポジウムで最優秀論文賞を受賞した.複合イベント処理を完全分散で実現するシステムに関しては分散システムの歴史あるIEEEの国際会議DCOSSや国際論文誌IEEE Access等で発表した.電子情報通信学会論文誌の招待論文でもコンセプトを発信している.車両モビリティ関連技術はIEEE の国際シンポジウムでBest Paper Awardを受賞し,本分野のIEEEの最難関フラグシップ国際会議PerCom2019での採択・発表を実現している.

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (33 results)

All 2020 2019 2018 2017 2016

All Journal Article (20 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 16 results,  Open Access: 2 results,  Acknowledgement Compliant: 3 results) Presentation (13 results) (of which Int'l Joint Research: 7 results,  Invited: 7 results)

  • [Journal Article] Wi-Fiアクセスポイントの自律制御のための通信品質予測に基づくチャネル選択手法2020

    • Author(s)
      梶田宗吾、天野辰哉、山口弘純、東野輝夫、高井峰生
    • Journal Title

      情報処理学会論文誌

      Volume: 61 Pages: 440-453

    • NAID

      170000150484

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 深層学習によるリンク交通量からOD交通量の推定手法2020

    • Author(s)
      阿倉 佑樹,Choochotkaew Sunyanan,天野 辰哉,山口 弘純,廣森 聡仁,東野 輝夫,西村 友佑,諏訪 晃,長村 吉富,竹嶋 進,髙井 峰生
    • Journal Title

      情報処理学会研究報告(情処技報)

      Volume: 2020-ITS-80 Pages: 1-7

    • Related Report
      2019 Annual Research Report
  • [Journal Article] CrowdMeter: Gauging Congestion Level in Railway Stations Using Smartphones2019

    • Author(s)
      Moustafa Elhamshary, Moustafa Youssef, Akira Uchiyama, Akihito Hiromori, Hirozumi Yamaguchi and Teruo Higashino
    • Journal Title

      Pervasive and Mobile Computing

      Volume: 58 Pages: 1-15

    • DOI

      10.1016/j.pmcj.2019.04.005

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] On-demand Task Selecting and Offloading Method in Self-organizing Distributed Stream Processing2019

    • Author(s)
      Sunyanan Choochotkaew, Hirozumi Yamaguchi and Teruo Higashino
    • Journal Title

      第27回マルチメディア通信と分散処理ワークショップ論文集

      Volume: 1 Pages: 133-140

    • NAID

      170000180624

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Toward Urban Vehicle Mobility Modeling in Japan2019

    • Author(s)
      Hirozumi Yamaguchi
    • Journal Title

      Proceedings of 4th International Science of Smart City Operations and Platforms Engineering Workshop

      Volume: 1 Pages: 1-6

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] センサーネットワークにおける分散型深層学習の設計と評価2019

    • Author(s)
      福島悠太,山口弘純,東野輝夫
    • Journal Title

      情報処理学会論文誌

      Volume: 60 Pages: 2-15

    • NAID

      170000150018

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Study on Behavior of Autonomous Vehicles Cooperating with Manually-Driven Vehicles2019

    • Author(s)
      Yusuke Nishimura, Atsushi Fujita, Akihito Hiromori, Hirozumi Yamaguchi, Teruo Higashino, Akira Suwa, Hirofumi Urayama, Susumu Takeshima and Mineo Takai
    • Journal Title

      Proceedings of the 17th Annual IEEE International Conference on Pervasive Computing and Communications (PerCom2019)

      Volume: N/A Pages: 212-219

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Smart Data Processing in Edge Computing2018

    • Author(s)
      山口 弘純,安本 慶一
    • Volume
      J101-B
    • Issue
      5
    • Pages
      298-309
    • DOI

      10.14923/transcomj.2017MOI0001

    • ISSN
      1344-4697
    • Year and Date
      2018-05-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Self-Organized Task Distribution Framework for Module-based Event Stream Processing2018

    • Author(s)
      Sunyanan Choochotkaew, Hirozumi Yamaguchi and Teruo Higashino
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 6493-6509

    • DOI

      10.1109/access.2018.2890005

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] BALANCE: A Robust Routing Protocol in Self-Organized Civilian DTN2018

    • Author(s)
      Sunyanan Choochotkaew, Hirozumi Yamaguchi and Teruo Higashino
    • Journal Title

      Proceedings of the 2018 IEEE 14th International Conference on Wireless and Mobile Computing, Networking and Communications

      Volume: N/A Pages: 1-8

    • DOI

      10.1109/wimob.2018.8589158

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] MicroDeep: In-network Deep Learning by Micro-sensor Coordination for Pervasive Computing2018

    • Author(s)
      Yuta Fukushima, Daiki Miura, Takashi Hamatani, Hirozumi Yamaguchi and Teruo Higashino
    • Journal Title

      Proceedings of the 4th IEEE International Conference on Smart Computing (SMARTCOMP2018)

      Volume: 印刷中

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] エッジコンピューティング環境における知的分散データ処理の実現2018

    • Author(s)
      山口 弘純,安本 慶一
    • Journal Title

      電子情報通信学会論文誌 B(招待論文)

      Volume: 印刷中

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] EdgeCEP: Fully-Distributed Complex Event Processing on IoT Edges2017

    • Author(s)
      Choochotkaew Sunyanan、Yamaguchi Hirozumi、Higashino Teruo、Shibuya Megumi、Hasegawa Teruyuki
    • Journal Title

      Proceedings of The IEEE 13th International Conference on Distributed Computing in Sensor Systems (DCOSS2017)

      Volume: - Pages: 121-129

    • DOI

      10.1109/dcoss.2017.14

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Analysis of Accident Risks from Driving Behaviors2017

    • Author(s)
      Osafune Tatsuaki、Takahashi Toshimitsu、Kiyama Noboru、Sobue Tsuneo、Yamaguchi Hirozumi、Higashino Teruo
    • Journal Title

      International Journal of Intelligent Transportation Systems Research

      Volume: 15 Issue: 3 Pages: 192-202

    • DOI

      10.1007/s13177-016-0132-0

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] EdgeCEP: Fully-distributed Complex Event Processing on IoT Edges2017

    • Author(s)
      Sunyanan Choochotkaew, Hirozumi Yamaguchi, Teruo Higashino, Megumi Shibuya and Teruyuki Hasegawa
    • Journal Title

      Proceedings of The IEEE 13th International Conference on Distributed Computing in Sensor Systems

      Volume: 印刷中 Pages: 1-9

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 無線センサーネットワークにおける深層学習の分散実行に関する検討2017

    • Author(s)
      福島 悠太,三浦 太樹, 濱谷 尚志,山口 弘純,東野 輝夫
    • Journal Title

      情報処理学会研究報告(情処技報)

      Volume: - Pages: 1-8

    • Related Report
      2016 Research-status Report
  • [Journal Article] 近接車両センシング情報のリアルタイム共有のための車車間通信プロトコル2017

    • Author(s)
      藤田 敦,山口 弘純,東野 輝夫,高井 峰生
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: - Pages: 1-8

    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] Cloud-assisted Dynamic Content Sharing among Vehicles2016

    • Author(s)
      Yoshiaki Adachi, Hirozumi Yamaguchi, Teruo Higashino and Takaaki Umedu
    • Journal Title

      Proceedings of the 6th IEEE International Symposium on Cloud and Service Computing

      Volume: - Pages: 1-8

    • DOI

      10.1109/cit.2016.49

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 車車間通信を用いた測域センサ情報の共有にもとづく前方車両群の相対位置把握2016

    • Author(s)
      藤田 敦, 山口 弘純, 東野 輝夫, 高井 峰生
    • Journal Title

      情報処理学会第24回マルチメディア通信と分散処理ワークショップ論文集

      Volume: - Pages: 31-39

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Combination Approach for Distributed Information Flow Processing in Multi-purpose IoT2016

    • Author(s)
      Sunyanan Choochotkaew, Hirozumi Yamaguchi, Teruo Higashino, Megumi Shibuya and Teruyuki Hasegawa
    • Journal Title

      マルチメディア,分散,協調とモバイル (DICOMO2016) シンポジウム論文集

      Volume: - Pages: 1200-1207

    • Related Report
      2016 Research-status Report
  • [Presentation] Keynote: Situational Awareness Platform for City Transportation2020

    • Author(s)
      Hirozumi Yamaguchi
    • Organizer
      Fifth IEEE International Workshop on Pervasive Context-Aware Smart Cities and Intelligent Transportation Systems (PerAwareCity)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Smart Sensing at the Edge for Smart City Applications2020

    • Author(s)
      Hirozumi Yamaguchi
    • Organizer
      The Fourth International Workshop on Smart Sensing Systems (IWSSS'19)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A Study on Behavior of Autonomous Vehicles Cooperating with Manually-Driven Vehicles2019

    • Author(s)
      Yusuke Nishimura
    • Organizer
      International Conference on Pervasive Computing and Communications (PerCom)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Distributed Machine Learning over Wireless Sensor Networks2019

    • Author(s)
      Hirozumi Yamaguchi
    • Organizer
      Third International Workshop on Mobile and Pervasive Internet of Things (PerIoT'19)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Integrating Machine Learning into Networked Sensors: Why and How?2018

    • Author(s)
      Hirozumi Yamaguchi
    • Organizer
      The 5th International Workshop on Smart Wireless Communications (SmartCom2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] IoTによる地域交通理解と持続可能性2018

    • Author(s)
      山口弘純
    • Organizer
      マルチメディア,分散,協調とモバイル (DICOMO2018) シンポジウム
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] Data Analytics on IoT: Applications, Impacts and Vulnerabilities2018

    • Author(s)
      Hirozumi Yamaguchi
    • Organizer
      ComNet IoT 2018 (ACM ICDCN2018 Workshop) Panel Session
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] IoTエッジセンサーの知能化に向けて2017

    • Author(s)
      山口弘純
    • Organizer
      マルチメディア,分散,協調とモバイル (DICOMO2017) シンポジウム
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 無線センサーネットワークにおける深層学習の分散実行に関する検討2017

    • Author(s)
      福島 悠太
    • Organizer
      情報処理学会DPS研究会
    • Place of Presentation
      厚木市
    • Related Report
      2016 Research-status Report
  • [Presentation] 近接車両センシング情報のリアルタイム共有のための車車間通信プロトコル2017

    • Author(s)
      藤田 敦
    • Organizer
      電子情報通信学会MONA研究会
    • Place of Presentation
      別府市
    • Related Report
      2016 Research-status Report
  • [Presentation] Cloud-assisted Dynamic Content Sharing among Vehicles2016

    • Author(s)
      Hirozumi Yamaguchi
    • Organizer
      6th IEEE International Symposium on Cloud and Service Computing
    • Place of Presentation
      Nadi, Fiji
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 車車間通信を用いた測域センサ情報の共有にもとづく前方車両群の相対位置把握2016

    • Author(s)
      藤田 敦
    • Organizer
      情報処理学会第24回マルチメディア通信と分散処理ワークショップ論文集
    • Place of Presentation
      仙北市
    • Related Report
      2016 Research-status Report
  • [Presentation] A Combination Approach for Distributed Information Flow Processing in Multi-purpose IoT2016

    • Author(s)
      Sunyanan Choochotkaew
    • Organizer
      マルチメディア,分散,協調とモバイル (DICOMO2016) シンポジウム論文集
    • Place of Presentation
      鳥羽市
    • Related Report
      2016 Research-status Report

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Published: 2016-07-20   Modified: 2023-03-08  

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